Uber's COO says it's getting harder to justify the money spent on AI tokenmaxxing
Business Insider reports Uber’s COO says AI spend is harder to justify without proportional output, spurring internal debate about token consumption versus headcount.
Published 2026-05-25Source: Business Insider
Why it matters
When teams are graded on AI usage, they optimize for prompts, retries, and bigger context windows. Leaders now want evidence that tokenmaxxing produces shipped value.
Tokenmaxxing read
Replace usage quotas with outcome quotas plus a spend envelope: log tokens per workflow, gate large agent loops, and review “tokens → features shipped” like any other cost center.
Source takeaway
An Uber exec says higher AI usage hasn’t yet shown a clear, proportional increase in useful consumer features.
Microsoft Tells Engineers ‘Tokenmaxxing Is Not What We Are Optimizing For’
Microsoft EVP Jay Parikh told staff that tokenmaxxing is not the goal, giving divisions AI token budget targets as of July 2026 and making OpenAI's cheaper GPT-5.6 the default model for internal use.
Atlassian tightens tracking of staff AI use as other technology firms encourage ‘tokenmaxxing’
Guardian Australia saw an internal memo: Atlassian gave R&D staff monthly AI “wallets” of $500 to $2,000 spanning four tools including Claude Code. Alerts fire near the cap, usage pauses at zero, and no top-up has been refused yet.
Workplaces look for cheaper AI as ‘tokenmaxxing’ fades as a corporate fad
AP reports the tokenmaxxing fad is buckling as costs climb without matching productivity. Moody's AI analytics head Vincent Gusdorf, author of a new report, says bills piled in and teams realized the tools need disciplined use.
